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  "name": "",
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  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import matplotlib\n",
      "import matplotlib.pyplot as plt\n",
      "import pandas as pd\n",
      "\n",
      "%matplotlib inline\n",
      "matplotlib.rcParams['savefig.dpi'] = 300\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "df = pd.read_csv('../data/allen_brain_atlas.csv')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data = np.array(df.ix[:, :-2])\n",
      "data = data - data.mean(0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "corr = np.dot(data.T, data)/data.shape[0]\n",
      "evals, evecs = np.linalg.eig(corr)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pcs = np.dot(data, evecs[:, :])\n",
      "fig, axes = plt.subplots(5,5, sharex='col', sharey='row', figsize=(10,10))\n",
      "for i in range(5):\n",
      "    for j in range(5):\n",
      "        ax = axes[i,j]\n",
      "        if i==j:\n",
      "            ax.set_axis_off()\n",
      "        else:\n",
      "            ax.plot(pcs[::10,i], pcs[::10,j], '.', ms=5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
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v/346N29GunaZvVDR6PcWMgA6I8vCdP2Y06cjvv717I+dtby3smL9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\nX+UNVMqyU5nelqePYnDNDq4YGoo488x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7nW7WpMeOSR2amQWknTeQC6Em22Lf5TS4zB1cMYPNFIctZ//EfEuPoxdauYeVklxqpd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\nAO1kyZLk3ixtZelaO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vNJ8nzG69Gjh95///0oR+dO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\n6SJQC9MbxQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10460ad10>"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn import cluster"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "W = evecs.dot(np.diag(1./np.sqrt(evals))).dot(evecs.T)\n",
      "whitened = np.dot(W, data.T)\n",
      "C_W = np.dot(whitened, whitened.T)/whitened.shape[1]\n",
      "plt.imshow(C_W, interpolation='nearest')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "<matplotlib.image.AxesImage at 0x10b41a8d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AAJAghQAAAAAkSCEAAAAACVIIAAAAQIIUAgAAAJAghQAAAAAkSCEA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\nwBy6BvoAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10b3961d0>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "centers, labels, _ = cluster.k_means(whitened.T, 4)\n",
      "plt.scatter(pcs[:,0], pcs[:,1], c=labels, cmap='hsv')\n",
      "plt.xlabel(\"PC1\")\n",
      "plt.ylabel(\"PC2\")\n",
      "ax = plt.gca()\n",
      "plt.text(0.95, 0.05, 'Data source: Allen Brain Institute',\n",
      "         transform=ax.transAxes, va='bottom', ha='right')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "<matplotlib.text.Text at 0x10c81b490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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N2NFbUul/yMfHx5c9v/LK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ze+7M79OF9KSgr3338/8+bN82mey+Xiww8/ZPfu3cyaNYvQ0NACqS8wMJC+ffvyzjvvnAs6v4HU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\nXF87QSkBEbO99Qz8FQhW3eCcBykjAP0ulKZNmzJt2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r16hJcQQgghhBDi1uZnn7sQQgjh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NDBwU31CexjiJ3LmAscio+9CJuiFOeXkMSruFMuFSM0ZLPJAPIbeTSvvO//PiWczw6T10Ci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xVb5R3kKzq2YB56CZ3rJ71/FbNN8mBuSC+wNQTRMh8CL4LgqPCzWLZAWyHyqb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\nk3rC9IK6d++eKD+NV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       "text": [
        "<matplotlib.figure.Figure at 0x107f08e90>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from matplotlib import colors, cm\n",
      "def get_colors(labels, cmap):\n",
      "    norm_labels = colors.Normalize()(labels)\n",
      "    cmap_func = cm.get_cmap(cmap)\n",
      "    class_colors = cmap_func(norm_labels)\n",
      "    return class_colors\n",
      "class_colors = get_colors(np.unique(labels), 'hsv')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from lxml import etree\n",
      "with file('../data/brain_atlas.svg') as fid:\n",
      "    svg = etree.fromstring(fid.read())\n",
      "with file('../data/ontology.xml') as fid:\n",
      "    ontology = etree.fromstring(fid.read())\n",
      "def color_svg(svg, ontology, data_ids, labels, colors):\n",
      "    show = []\n",
      "    unique_data_ids = np.unique(data_ids)\n",
      "    paths = svg.xpath('//*[@structure_id]')\n",
      "    ulabels = np.unique(labels)\n",
      "    class_members = [data_ids[labels==l] for l in ulabels]\n",
      "    n_members = np.array([len(c) for c in class_members])\n",
      "    for p in paths:\n",
      "        sid = p.get('structure_id')\n",
      "        el = ontology.xpath('//structure[id={}]'.format(sid))[0]\n",
      "        descendants = []\n",
      "        for i in unique_data_ids:\n",
      "            if i==sid or el.xpath('descendant::structure[id={}]'.format(i)):\n",
      "                descendants.append(i)\n",
      "        if descendants:\n",
      "            descendants = np.array(descendants)\n",
      "            n_probes = np.array([np.sum(np.in1d(cl, descendants)) \n",
      "                                 for cl in class_members])\n",
      "            frac = n_probes*1./n_members\n",
      "            dominating = np.argmax(frac)\n",
      "            r, g, b = (np.array(colors[dominating])*255).astype(int)[:3]\n",
      "            p.set('style', 'fill: rgb({},{},{}); stroke: none'.format(r,g,b))\n",
      "        else:\n",
      "            p.set('style', 'fill: rgb(255,255,255); stroke: none')\n",
      "    return svg\n",
      "\n",
      "from IPython.display import SVG\n",
      "new_svg = color_svg(svg, ontology, df.structure_id, labels, class_colors)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 10
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "SVG(etree.tostring(new_svg))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "svg": [
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375.15674,214.21481 377.73774,209.40281 379.26574,209.02781 C 380.79374,208.65281 382.05874,212.46481 383.69174,212.02781 C 385.32474,211.59081 387.27474,206.77781 389.06574,206.40281 C 390.85774,206.02781 393.28074,207.71481 394.43974,209.77781 C 395.59974,211.84081 395.33574,218.96481 396.02074,218.77781 C 396.70574,218.59081 397.02174,210.46581 398.54974,208.65281 C 400.07774,206.84081 404.13474,206.71581 405.18874,207.90281 C 406.24274,209.09081 404.08174,215.27781 404.87274,215.77781 C 405.66274,216.27781 407.92874,212.15281 409.93074,210.90281 C 411.93274,209.65281 414.98874,207.77781 416.88574,208.27781 C 418.78274,208.77781 420.31074,211.52781 421.31074,213.90281 C 422.31274,216.27781 423.26074,220.90281 422.89174,222.52781 C 422.52274,224.15281 418.99274,222.90281 419.09874,223.65281 C 419.20374,224.40281 423.20774,225.40281 423.52374,227.02781 C 423.83974,228.65281 422.99774,232.59081 420.99474,233.40281 C 418.99274,234.21581 414.46174,231.59081 411.51174,231.90281 C 408.56074,232.21581 401.76374,234.59081 403.29174,235.27781 C 404.81974,235.96481 418.20274,234.77781 420.67874,236.02781 C 423.15574,237.27781 419.41474,241.34081 418.14974,242.77781 C 416.88574,244.21481 413.56574,243.65281 413.09174,244.65281 C 412.61774,245.65281 415.93674,248.15281 415.30474,248.77781 C 414.67274,249.40281 409.98374,247.34081 409.29874,248.40281 C 408.61374,249.46581 411.56374,253.71581 411.19474,255.15281 C 410.82674,256.59081 408.19174,255.09081 407.08574,257.02781 C 405.97874,258.96481 405.24174,266.90281 404.55674,266.77781 C 403.87174,266.65281 403.87174,259.15281 402.97574,256.27781 C 402.07974,253.40281 400.44674,251.27781 399.18174,249.52781 C 397.91774,247.77781 395.28374,244.40281 395.38874,245.77781 C 395.49374,247.15281 398.54974,254.15281 399.81474,257.77781 C 401.07874,261.40281 402.81774,265.15281 402.97574,267.52781 C 403.13374,269.90281 402.23774,271.84081 400.76274,272.02781 C 399.28774,272.21481 395.07274,268.21581 394.12374,268.65281 C 393.17574,269.09081 396.07374,272.90281 395.07274,274.65281 C 394.07174,276.40281 389.90874,278.71581 388.11774,279.15281 C 386.32674,279.59081 384.58774,278.77781 384.32374,277.27781 C 384.06074,275.77781 386.37874,272.09081 386.53674,270.15281 C 386.69474,268.21581 385.27274,267.40281 385.27274,265.65281 C 385.27274,263.90281 387.11674,260.84081 386.53674,259.65281 C 385.95774,258.46581 382.63774,260.84081 381.79474,258.52781 C 380.95174,256.21481 382.11074,247.71481 381.47874,245.77781 C 380.84674,243.84081 379.16074,248.34081 378.00174,246.90281 C 376.84274,245.46581 374.47174,236.77781 374.52374,237.15281 C 374.57674,237.52781 378.26474,247.02781 378.31774,249.15281 C 378.37074,251.27781 374.47174,249.40281 374.83974,249.90281 C 375.20874,250.40281 379.73974,250.77781 380.53074,252.15281 C 381.32074,253.52781 379.16074,256.40281 379.58174,258.15281 C 380.00374,259.90281 382.90174,261.52781 383.05974,262.65281 C 383.21774,263.77781 380.37274,263.90281 380.53074,264.90281 C 380.68874,265.90281 383.63874,266.52781 384.00774,268.65281 C 384.37674,270.77781 382.90174,275.21581 382.74374,277.65281 C 382.58574,280.09081 384.16574,282.77781 383.05974,283.27781 C 381.95274,283.77781 378.26474,280.27781 376.10474,280.65281 C 373.94474,281.02781 371.57374,286.59081 370.09774,285.52781 C 368.62274,284.46481 367.25274,277.27781 367.25274,274.27781 C 367.25274,271.27781 370.36174,269.15281 370.09774,267.52781 C 369.83474,265.90281 366.09374,266.02781 365.67274,264.52781 C 365.25074,263.02781 367.99074,260.15281 367.56874,258.52781 C 367.14774,256.90281 363.51174,256.77781 363.14374,254.77781 C 362.77474,252.77781 365.67274,248.34081 365.35674,246.52781 C 365.03974,244.71481 362.35274,246.40281 361.24674,243.90281 C 360.13974,241.40281 358.87574,231.02781 358.71774,231.52781 C 358.55974,232.02781 360.50874,244.40281 360.29774,246.90281 C 360.08774,249.40281 357.29474,245.09081 357.45274,246.52781 C 357.61074,247.96481 361.08874,253.59081 361.24674,255.52781 C 361.40474,257.46481 357.87474,256.52781 358.40174,258.15281 C 358.92874,259.77781 363.61774,262.96481 364.40774,265.27781 C 365.19774,267.59081 363.88074,271.02781 363.14374,272.02781 C 362.40574,273.02781 359.66574,270.65281 359.98174,271.27781 C 360.29774,271.90281 364.56574,273.96481 365.03974,275.77781 C 365.51474,277.59081 363.19574,280.27781 362.82674,282.15281 C 362.45874,284.02781 363.72274,285.84081 362.82674,287.02781 C 361.93174,288.21481 358.98074,289.84081 357.45274,289.27781 C 355.92474,288.71481 354.34474,283.65281 353.65974,283.65281 C 352.97474,283.65281 354.34474,288.40281 353.34374,289.27781 C 352.34274,290.15281 348.81174,289.96581 347.65274,288.90281 C 346.49374,287.84081 346.86274,282.84081 346.38874,282.90281 C 345.91474,282.96581 345.91474,288.02781 344.80774,289.27781 C 343.70174,290.52781 340.01274,292.34081 339.74974,290.40281 C 339.48674,288.46581 343.06874,280.77781 343.22674,277.65281 C 343.38474,274.52781 340.90874,274.40281 340.69774,271.65281 C 340.48774,268.90281 341.06674,264.21581 341.96274,261.15281 C 342.85874,258.09081 345.75674,256.34081 346.07274,253.27781 C 346.38874,250.21481 343.27974,244.96481 343.85974,242.77781 C 344.43874,240.59081 349.18074,241.21581 349.54974,240.15281 C 349.91874,239.09081 347.23174,238.21581 346.07274,236.40281 C 344.91274,234.59081 343.01674,229.09081 342.59474,229.27781 C 342.17374,229.46481 343.91174,234.52781 343.54374,237.52781 C 343.17474,240.52781 341.48874,246.84081 340.38174,247.27781 C 339.27574,247.71481 337.00974,239.40281 336.90474,240.15281 C 336.79874,240.90281 339.59174,248.71481 339.74974,251.77781 C 339.90774,254.84081 337.95874,256.96481 337.85274,258.52781 C 337.74774,260.09081 339.01174,258.71581 339.11774,261.15281 C 339.22274,263.59081 339.11774,271.15281 338.48574,273.15281 C 337.85274,275.15281 335.11274,272.21581 335.32374,273.15281 C 335.53474,274.09081 339.26674,276.46481 339.74974,278.77781 C 340.23274,281.09081 338.78574,285.11081 338.22074,287.02781 C 337.65574,288.94481 337.21274,289.15281 336.36074,290.27781 C 335.50974,291.40281 334.86474,293.56981 333.11074,293.77781 C 331.35774,293.98581 326.26174,293.71481 325.83974,291.52781 C 325.41874,289.34081 330.10774,283.71581 330.58174,280.65281 C 331.05574,277.59081 328.63274,276.59081 328.68474,273.15281 C 328.73774,269.71581 331.53074,266.52781 330.89774,260.02781 C 330.26574,253.52781 325.73474,236.34081 324.89174,234.15281 C 324.04874,231.96581 327.57874,244.34081 325.83974,246.90281 C 324.10174,249.46581 314.03774,248.77781 314.45974,249.52781 C 314.88074,250.27781 326.15574,249.96581 328.36874,251.40281 C 330.58174,252.84081 329.73874,256.27781 327.73674,258.15281 C 325.73474,260.02781 316.19774,262.15281 316.35574,262.65281 C 316.51374,263.15281 326.89374,260.02781 328.68474,261.15281 C 330.47674,262.27781 328.79074,266.84081 327.10474,269.40281 C 325.41874,271.96581 318.51674,275.59081 318.56874,276.52781 C 318.62174,277.46481 326.41974,274.02781 327.42074,275.02781 C 328.42174,276.02781 327.31574,280.90281 324.57574,282.52781 C 321.83574,284.15281 315.19674,286.52781 310.98174,284.77781 C 306.76674,283.02781 299.60174,274.96481 299.28474,272.02781 C 298.96874,269.09081 308.82174,267.84081 309.08474,267.15281 C 309.34874,266.46581 303.60574,269.46581 300.86574,267.90281 C 298.12574,266.34081 292.33074,259.27781 292.64674,257.77781 C 292.96274,256.27781 303.44774,259.59081 302.76274,258.90281 C 302.07774,258.21581 291.11874,256.02781 288.53674,253.65281 C 285.95474,251.27781 285.48074,245.59081 287.27174,244.65281 C 289.06374,243.71581 299.70674,248.46481 299.28474,248.02781 C 298.86374,247.59081 287.32474,244.46481 284.74274,242.02781 C 282.16174,239.59081 282.84674,236.46581 283.79474,233.40281 C 284.74274,230.34081 290.90774,227.40281 290.43374,223.65281 C 289.95974,219.90281 280.10674,211.34081 280.94974,210.90281 C 281.79274,210.46581 292.90974,218.21481 295.49174,221.02781 C 298.07374,223.84081 297.12474,224.77781 296.43974,227.77781 C 295.75474,230.77781 289.80074,235.15281 291.38174,239.02781 C 292.96274,242.90281 305.34474,248.77781 305.92374,251.02781 C 306.50374,253.27781 294.12174,251.65281 294.85974,252.52781 C 295.59674,253.40281 308.97974,254.34081 310.34974,256.27781 C 311.71974,258.21481 303.07874,263.34081 303.07874,264.15281 C 303.07874,264.96581 308.87474,260.59081 310.34974,261.15281 C 311.82474,261.71581 312.61574,265.02781 311.93074,267.52781 C 311.24574,270.02781 305.39674,274.02781 306.23974,276.15281 C 307.08274,278.27781 315.61874,280.71481 316.98874,280.27781 C 318.35874,279.84081 313.45874,275.59081 314.45974,273.52781 C 315.46074,271.46481 323.25874,269.27781 322.99474,267.90281 C 322.73174,266.52781 314.30174,266.96481 312.87874,265.27781 C 311.45574,263.59081 313.14174,259.46481 314.45974,257.77781 C 315.77674,256.09081 321.51974,255.77781 320.78174,255.15281 C 320.04474,254.52781 312.50974,255.77781 310.03374,254.02781 C 307.55674,252.27781 303.92174,246.40281 305.92374,244.65281 C 307.92574,242.90281 319.56974,244.77781 322.04674,243.52781 C 324.52274,242.27781 320.25474,240.34081 320.78174,237.15281 C 321.30874,233.96581 323.41674,223.09081 325.20774,224.40281 C 326.99874,225.71581 330.31874,238.40281 331.53074,245.02781 C 332.74174,251.65281 332.47874,258.96581 332.47874,264.15281 C 332.47874,269.34081 331.31974,274.02781 331.53074,276.15281 C 331.74074,278.27781 333.84874,274.90281 333.74374,276.90281 C 333.63774,278.90281 330.65174,286.46581 330.89774,288.15281 C 331.14474,289.84081 334.38074,288.02781 335.22274,287.02781 C 336.06674,286.02781 336.36074,284.59081 335.95574,282.15281 C 335.55174,279.71581 332.68974,275.09081 332.79474,272.40281 C 332.89974,269.71581 336.64074,269.84081 336.58874,266.02781 C 336.53574,262.21481 332.79474,253.21481 332.47874,249.52781 C 332.16274,245.84081 335.11274,247.71581 334.69174,243.90281 C 334.26974,240.09081 328.84274,227.65281 329.94974,226.65281 C 331.05574,225.65281 340.43474,238.27781 341.33074,237.90281 C 342.22574,237.52781 334.05974,225.84081 335.32374,224.40281 C 336.58874,222.96581 346.44074,227.09081 348.91774,229.27781 C 351.39374,231.46481 349.23374,235.46481 350.18174,237.52781 C 351.13074,239.59081 354.92374,239.71581 354.60774,241.65281 C 354.29174,243.59081 349.02274,247.02781 348.28474,249.15281 C 347.54774,251.27781 350.91974,251.71581 350.18174,254.40281 C 349.44474,257.09081 343.75374,263.21481 343.85974,265.27781 C 343.96474,267.34081 350.91974,265.71481 350.81374,266.77781 C 350.70874,267.84081 343.43774,270.46581 343.22674,271.65281 C 343.01674,272.84081 349.12874,272.40281 349.54974,273.90281 C 349.97174,275.40281 345.33474,280.15281 345.75574,280.65281 C 346.17774,281.15281 350.07674,276.34081 352.07874,276.90281 C 354.08074,277.46581 357.40074,284.40281 357.76874,284.02781 C 358.13774,283.65281 353.65974,275.84081 354.29174,274.65281 C 354.92374,273.46581 361.82574,277.84081 361.56274,276.90281 C 361.29874,275.96581 353.02674,271.09081 352.71074,269.02781 C 352.39474,266.96481 359.82374,266.21481 359.66574,264.52781 C 359.50774,262.84081 352.13174,260.90281 351.76274,258.90281 C 351.39374,256.90281 357.34774,254.84081 357.45274,252.52781 C 357.55874,250.21481 352.65874,246.90281 352.39474,245.02781 C 352.13174,243.15281 355.23974,244.65281 355.87274,241.27781 C 356.50474,237.90281 354.55474,225.90281 356.18874,224.77781 C 357.82174,223.65281 364.19674,231.40281 365.67274,234.52781 C 367.14774,237.65281 364.56574,241.96481 365.03974,243.52781 C 365.51474,245.09081 368.30674,242.02781 368.51774,243.90281 C 368.72874,245.77781 366.30474,251.21481 366.30474,254.77781 C 366.30474,258.34081 367.35874,263.34081 368.51774,265.27781 C 369.67674,267.21481 372.89074,264.15281 373.25974,266.40281 C 373.62874,268.65281 370.30874,277.40281 370.73074,278.77781 C 371.15174,280.15281 374.36574,274.77781 375.78874,274.65281 C 377.21074,274.52781 378.58074,278.65281 379.26574,278.02781 C 379.95074,277.40281 380.63574,272.77781 379.89774,270.90281 C 379.16074,269.02781 375.26174,268.46481 374.83974,266.77781 C 374.41874,265.09081 377.89574,262.34081 377.36874,260.77781 C 376.84274,259.21481 373.10174,259.15281 371.67874,257.40281 C 370.25674,255.65281 369.36074,253.21481 368.83374,250.27781 C 368.30674,247.34081 367.77974,240.40281 368.51774,239.77781 C 369.25474,239.15281 373.15374,247.59081 373.25974,246.52781 C 373.36474,245.46481 369.09674,236.34081 369.14974,233.40281 C 369.20274,230.46581 371.62574,227.77781 373.57574,228.90281 C 375.52474,230.02781 378.84474,238.21581 380.84674,240.15281 C 382.84874,242.09081 385.11474,238.21481 385.58874,240.52781 C 386.06274,242.84081 383.11274,251.59081 383.69174,254.02781 C 384.27174,256.46481 388.17074,252.40281 389.06574,255.15281 C 389.96174,257.90281 388.48674,269.40281 389.06574,270.52781 C 389.64574,271.65281 391.06774,262.71581 392.54374,261.90281 C 394.01874,261.09081 397.07474,266.15281 397.91774,265.65281 C 398.76074,265.15281 398.65574,260.77781 397.60174,258.90281 C 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337.65574,288.94481 337.21274,289.15281 336.36074,290.27781 C 335.50974,291.40281 334.86474,293.56981 333.11074,293.77781 C 331.35774,293.98581 326.26174,293.71481 325.83974,291.52781 C 325.41874,289.34081 330.10774,283.71581 330.58174,280.65281 C 331.05574,277.59081 328.63274,276.59081 328.68474,273.15281 C 328.73774,269.71581 331.53074,266.52781 330.89774,260.02781 C 330.26574,253.52781 325.73474,236.34081 324.89174,234.15281 C 324.04874,231.96581 327.57874,244.34081 325.83974,246.90281 C 324.10174,249.46581 314.03774,248.77781 314.45974,249.52781 C 314.88074,250.27781 326.15574,249.96581 328.36874,251.40281 C 330.58174,252.84081 329.73874,256.27781 327.73674,258.15281 C 325.73474,260.02781 316.19774,262.15281 316.35574,262.65281 C 316.51374,263.15281 326.89374,260.02781 328.68474,261.15281 C 330.47674,262.27781 328.79074,266.84081 327.10474,269.40281 C 325.41874,271.96581 318.51674,275.59081 318.56874,276.52781 C 318.62174,277.46481 326.41974,274.02781 327.42074,275.02781 C 328.42174,276.02781 327.31574,280.90281 324.57574,282.52781 C 321.83574,284.15281 315.19674,286.52781 310.98174,284.77781 C 306.76674,283.02781 299.60174,274.96481 299.28474,272.02781 C 298.96874,269.09081 308.82174,267.84081 309.08474,267.15281 C 309.34874,266.46581 303.60574,269.46581 300.86574,267.90281 C 298.12574,266.34081 292.33074,259.27781 292.64674,257.77781 C 292.96274,256.27781 303.44774,259.59081 302.76274,258.90281 C 302.07774,258.21581 291.11874,256.02781 288.53674,253.65281 C 285.95474,251.27781 285.48074,245.59081 287.27174,244.65281 C 289.06374,243.71581 299.70674,248.46481 299.28474,248.02781 C 298.86374,247.59081 287.32474,244.46481 284.74274,242.02781 C 282.16174,239.59081 282.84674,236.46581 283.79474,233.40281 C 284.74274,230.34081 290.90774,227.40281 290.43374,223.65281 C 289.95974,219.90281 280.10674,211.34081 280.94974,210.90281 C 281.79274,210.46581 292.90974,218.21481 295.49174,221.02781 C 298.07374,223.84081 297.12474,224.77781 296.43974,227.77781 C 295.75474,230.77781 289.80074,235.15281 291.38174,239.02781 C 292.96274,242.90281 305.34474,248.77781 305.92374,251.02781 C 306.50374,253.27781 294.12174,251.65281 294.85974,252.52781 C 295.59674,253.40281 308.97974,254.34081 310.34974,256.27781 C 311.71974,258.21481 303.07874,263.34081 303.07874,264.15281 C 303.07874,264.96581 308.87474,260.59081 310.34974,261.15281 C 311.82474,261.71581 312.61574,265.02781 311.93074,267.52781 C 311.24574,270.02781 305.39674,274.02781 306.23974,276.15281 C 307.08274,278.27781 315.61874,280.71481 316.98874,280.27781 C 318.35874,279.84081 313.45874,275.59081 314.45974,273.52781 C 315.46074,271.46481 323.25874,269.27781 322.99474,267.90281 C 322.73174,266.52781 314.30174,266.96481 312.87874,265.27781 C 311.45574,263.59081 313.14174,259.46481 314.45974,257.77781 C 315.77674,256.09081 321.51974,255.77781 320.78174,255.15281 C 320.04474,254.52781 312.50974,255.77781 310.03374,254.02781 C 307.55674,252.27781 303.92174,246.40281 305.92374,244.65281 C 307.92574,242.90281 319.56974,244.77781 322.04674,243.52781 C 324.52274,242.27781 320.25474,240.34081 320.78174,237.15281 C 321.30874,233.96581 323.41674,223.09081 325.20774,224.40281 C 326.99874,225.71581 330.31874,238.40281 331.53074,245.02781 C 332.74174,251.65281 332.47874,258.96581 332.47874,264.15281 C 332.47874,269.34081 331.31974,274.02781 331.53074,276.15281 C 331.74074,278.27781 333.84874,274.90281 333.74374,276.90281 C 333.63774,278.90281 330.65174,286.46581 330.89774,288.15281 C 331.14474,289.84081 334.38074,288.02781 335.22274,287.02781 C 336.06674,286.02781 336.36074,284.59081 335.95574,282.15281 C 335.55174,279.71581 332.68974,275.09081 332.79474,272.40281 C 332.89974,269.71581 336.64074,269.84081 336.58874,266.02781 C 336.53574,262.21481 332.79474,253.21481 332.47874,249.52781 C 332.16274,245.84081 335.11274,247.71581 334.69174,243.90281 C 334.26974,240.09081 328.84274,227.65281 329.94974,226.65281 C 331.05574,225.65281 340.43474,238.27781 341.33074,237.90281 C 342.22574,237.52781 334.05974,225.84081 335.32374,224.40281 C 336.58874,222.96581 346.44074,227.09081 348.91774,229.27781 C 351.39374,231.46481 349.23374,235.46481 350.18174,237.52781 C 351.13074,239.59081 354.92374,239.71581 354.60774,241.65281 C 354.29174,243.59081 349.02274,247.02781 348.28474,249.15281 C 347.54774,251.27781 350.91974,251.71581 350.18174,254.40281 C 349.44474,257.09081 343.75374,263.21481 343.85974,265.27781 C 343.96474,267.34081 350.91974,265.71481 350.81374,266.77781 C 350.70874,267.84081 343.43774,270.46581 343.22674,271.65281 C 343.01674,272.84081 349.12874,272.40281 349.54974,273.90281 C 349.97174,275.40281 345.33474,280.15281 345.75574,280.65281 C 346.17774,281.15281 350.07674,276.34081 352.07874,276.90281 C 354.08074,277.46581 357.40074,284.40281 357.76874,284.02781 C 358.13774,283.65281 353.65974,275.84081 354.29174,274.65281 C 354.92374,273.46581 361.82574,277.84081 361.56274,276.90281 C 361.29874,275.96581 353.02674,271.09081 352.71074,269.02781 C 352.39474,266.96481 359.82374,266.21481 359.66574,264.52781 C 359.50774,262.84081 352.13174,260.90281 351.76274,258.90281 C 351.39374,256.90281 357.34774,254.84081 357.45274,252.52781 C 357.55874,250.21481 352.65874,246.90281 352.39474,245.02781 C 352.13174,243.15281 355.23974,244.65281 355.87274,241.27781 C 356.50474,237.90281 354.55474,225.90281 356.18874,224.77781 C 357.82174,223.65281 364.19674,231.40281 365.67274,234.52781 C 367.14774,237.65281 364.56574,241.96481 365.03974,243.52781 C 365.51474,245.09081 368.30674,242.02781 368.51774,243.90281 C 368.72874,245.77781 366.30474,251.21481 366.30474,254.77781 C 366.30474,258.34081 367.35874,263.34081 368.51774,265.27781 C 369.67674,267.21481 372.89074,264.15281 373.25974,266.40281 C 373.62874,268.65281 370.30874,277.40281 370.73074,278.77781 C 371.15174,280.15281 374.36574,274.77781 375.78874,274.65281 C 377.21074,274.52781 378.58074,278.65281 379.26574,278.02781 C 379.95074,277.40281 380.63574,272.77781 379.89774,270.90281 C 379.16074,269.02781 375.26174,268.46481 374.83974,266.77781 C 374.41874,265.09081 377.89574,262.34081 377.36874,260.77781 C 376.84274,259.21481 373.10174,259.15281 371.67874,257.40281 C 370.25674,255.65281 369.36074,253.21481 368.83374,250.27781 C 368.30674,247.34081 367.77974,240.40281 368.51774,239.77781 C 369.25474,239.15281 373.15374,247.59081 373.25974,246.52781 C 373.36474,245.46481 369.09674,236.34081 369.14974,233.40281 C 369.20274,230.46581 371.62574,227.77781 373.57574,228.90281 C 375.52474,230.02781 378.84474,238.21581 380.84674,240.15281 C 382.84874,242.09081 385.11474,238.21481 385.58874,240.52781 C 386.06274,242.84081 383.11274,251.59081 383.69174,254.02781 C 384.27174,256.46481 388.17074,252.40281 389.06574,255.15281 C 389.96174,257.90281 388.48674,269.40281 389.06574,270.52781 C 389.64574,271.65281 391.06774,262.71581 392.54374,261.90281 C 394.01874,261.09081 397.07474,266.15281 397.91774,265.65281 C 398.76074,265.15281 398.65574,260.77781 397.60174,258.90281 C 396.54774,257.02781 392.01674,255.52781 391.59474,254.40281 C 391.17374,253.27781 395.38874,253.71581 395.07274,252.15281 C 394.75674,250.59081 390.01474,246.90281 389.69874,245.02781 C 389.38174,243.15281 390.59374,239.90281 393.17574,240.90281 C 395.75774,241.90281 403.23874,250.52781 405.18874,251.02781 C 407.13774,251.52781 404.02974,244.77781 404.87274,243.90281 C 405.71574,243.02781 409.35074,246.34081 410.24674,245.77781 C 411.14274,245.21481 409.82474,241.65281 410.24674,240.52781 C 410.66774,239.40281 414.25074,238.96481 412.77574,239.02781 C 411.30074,239.09081 404.55674,241.40281 401.39474,240.90281 C 398.23374,240.40281 392.49074,238.27781 393.80774,236.02781 C 395.12474,233.77781 405.24174,228.77781 409.29874,227.40281 C 413.35574,226.02781 417.72874,228.52781 418.14974,227.77781 C 418.57174,227.02781 411.77474,224.21581 411.82774,222.90281 C 411.87974,221.59081 417.99174,221.27781 418.46574,219.90281 C 418.94074,218.52781 416.99074,214.09081 414.67274,214.65281 C 412.35474,215.21581 406.66374,222.90281 404.55674,223.27781 C 402.44874,223.65281 403.66074,216.21581 402.02774,216.90281 C 400.39374,217.59081 396.49474,228.15281 394.75674,227.40281 C 393.01774,226.65281 392.59574,215.21581 391.59474,212.40281 C 390.59374,209.59081 390.33074,209.40281 388.74974,210.52781 C 387.16974,211.65281 383.84974,218.71581 382.11074,219.15281 C 380.37274,219.59081 379.68774,212.96581 378.31774,213.15281 C 376.94774,213.34081 375.52474,221.15281 373.89174,220.27781 C 372.25874,219.40281 370.67774,210.59081 368.51774,207.90281 C 366.35774,205.21581 360.50874,205.77781 360.93074,204.15281 C 361.35174,202.52781 368.83374,200.02781 371.04674,198.15281 C 373.25974,196.27781 372.78574,192.27781 374.20774,192.90281 C 375.63074,193.52781 378.31774,202.09081 379.58174,201.90281 C 380.84674,201.71581 380.63574,192.21481 381.79474,191.77781 C 382.95374,191.33981 385.58874,199.71481 386.53674,199.27781 C 387.48574,198.84081 385.53574,189.08981 387.48574,189.15281 C 389.43474,189.21581 396.70574,199.90281 398.23374,199.65281 C 399.76174,199.40281 395.65174,189.40281 396.65274,187.65281 C 397.65374,185.90281 402.02774,186.71581 404.24074,189.15281 C 406.45274,191.58981 408.98274,202.02781 409.93074,202.27781 C 410.87874,202.52781 408.82374,191.15281 409.93074,190.65281 C 411.03674,190.15281 415.35774,198.46481 416.56974,199.27781 C 417.78074,200.09081 417.88674,197.34081 417.20174,195.52781 C 416.51674,193.71481 412.30174,189.90281 412.45974,188.40281 C 412.61774,186.90281 418.09774,187.27781 418.14974,186.52781 C 418.20274,185.77781 413.56574,185.15281 412.77574,183.90281 C 411.98574,182.65281 414.56674,178.90281 413.40774,179.02781 C 412.24874,179.15281 408.71874,184.58981 405.82074,184.65281 C 402.92274,184.71581 395.75774,182.02781 396.02074,179.40281 C 396.28474,176.77781 405.60974,171.40281 407.40174,168.90281 C 409.19274,166.40281 408.03374,164.40281 406.76974,164.40281 C 405.50474,164.40281 400.86774,169.40281 399.81474,168.90281 C 398.76074,168.40281 401.02674,163.02781 400.44674,161.40281 C 399.86674,159.77781 396.86374,158.02781 396.33674,159.15281 C 395.80974,160.27781 397.70674,165.65281 397.28574,168.15281 C 396.86374,170.65281 394.96674,174.58981 393.80774,174.15281 C 392.64874,173.71581 390.96274,165.46481 390.33074,165.52781 C 389.69874,165.58981 389.85674,172.21481 390.01474,174.52781 C 390.17274,176.83981 392.17474,177.46581 391.27874,179.40281 C 390.38274,181.33981 385.90474,186.71581 384.63974,186.15281 C 383.37574,185.58981 384.37674,177.71481 383.69174,176.02781 C 383.00674,174.33981 380.95174,174.02781 380.53074,176.02781 C 380.10874,178.02781 382.21674,186.90281 381.16274,188.02781 C 380.10874,189.15281 376.84274,182.21481 374.20774,182.77781 C 371.57374,183.33981 367.67474,191.02781 365.35674,191.40281 C 363.03774,191.77781 360.45574,187.21481 360.29774,185.02781 C 360.13974,182.83981 364.51274,179.15281 364.40774,178.27781 C 364.30274,177.40281 361.14074,180.40281 359.66574,179.77781 C 358.19074,179.15281 354.92374,176.08981 355.55674,174.52781 C 356.18874,172.96481 361.40474,171.15281 363.45974,170.40281 C 365.51474,169.65281 367.62174,171.71481 367.88574,170.02781 C 368.14874,168.33981 363.56474,161.58981 365.03974,160.27781 C 366.51574,158.96481 375.15674,163.02781 376.73674,162.15281 C 378.31774,161.27781 372.99574,155.96481 374.52374,155.02781 C 376.05174,154.08981 383.37574,156.90281 385.90474,156.52781 C 388.43374,156.15281 389.38174,154.46481 389.69874,152.77781 C 390.01474,151.08981 388.85574,147.58981 387.80174,146.40281 C 386.74774,145.21581 384.79874,145.27781 383.37574,145.65281 C 381.95274,146.02781 379.89774,149.46581 379.26574,148.65281 C 378.63374,147.83981 380.37274,141.02781 379.58174,140.77781 C 378.79174,140.52781 376.20974,146.46581 374.52374,147.15281 C 372.83774,147.83981 370.15074,147.21581 369.46574,144.90281 C 368.78074,142.58981 370.78274,134.65281 370.41474,133.27781 C 370.04574,131.90281 368.09574,137.33981 367.25274,136.65281 C 366.40974,135.96581 366.19874,129.15281 365.35674,129.15281 C 364.51274,129.15281 362.08974,133.58981 362.19474,136.65281 C 362.30074,139.71581 366.98974,145.58981 365.98874,147.52781 C 364.98774,149.46481 357.29474,146.15281 356.18874,148.27781 C 355.08174,150.40281 360.13974,158.46481 359.34974,160.27781 C 358.55974,162.08981 352.39474,157.40281 351.44674,159.15281 C 350.49774,160.90281 354.29174,169.02781 353.65974,170.77781 C 353.02674,172.52781 349.49674,168.46581 347.65274,169.65281 C 345.80874,170.83981 343.91174,176.96581 342.59474,177.90281 C 341.27774,178.83981 340.22374,176.96481 339.74974,175.27781 C 339.27574,173.58981 340.80374,169.08981 339.74974,167.77781 C 338.69574,166.46481 334.74474,168.40281 333.42674,167.40281 C 332.10974,166.40281 330.63474,163.46481 331.84674,161.77781 C 333.05874,160.08981 339.43374,159.46481 340.69774,157.27781 C 341.96274,155.08981 338.59074,150.52781 339.43374,148.65281 C 340.27674,146.77781 345.17674,147.96481 345.75574,146.02781 C 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